Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping

The present study investigates the environmental benefits of phasing-in autonomous ships in global maritime transportation along major dry bulk and tanker routes using Bayesian probabilistic forecasting algorithm. The focus is on the simulations and calibrations on the navigational behavior of auton...

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Main Authors: Liu, Jiahui, Law, Adrian Wing-Keung, Duru, Okan
Other Authors: School of Civil and Environmental Engineering
Format: Article
Language:English
Published: 2022
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Online Access:https://hdl.handle.net/10356/155831
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1558312022-03-23T04:53:39Z Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping Liu, Jiahui Law, Adrian Wing-Keung Duru, Okan School of Civil and Environmental Engineering Engineering::Civil engineering Autonomous Shipping Emission The present study investigates the environmental benefits of phasing-in autonomous ships in global maritime transportation along major dry bulk and tanker routes using Bayesian probabilistic forecasting algorithm. The focus is on the simulations and calibrations on the navigational behavior of autonomous ships at both port and high-sea, as well as the potential emission abatement of atmospheric pollutants compared to the conventional fleet along the sailing routes. We use historical data on major international tanker and dry bulk trade routes to characterize the ship movements and trends in ship emission. Different scenarios are evaluated with a combination of autonomous ship phase-in rates (25, 75, 100%) and cleaner fuel choices in Years 2030 and 2050 (from the baseline Year, 2020). The results show that the magnitude of the emission reduction generally increases with a higher level of autonomous ships in the fleet as expected, and the magnitude ranges from small increments to major reductions of 37-64% along the different routes. Overall, we hope that our findings can contribute towards the realization of environmental benefits with the adoption of autonomous shipping along the major shipping routes in the future. Submitted/Accepted version 2022-03-23T04:53:39Z 2022-03-23T04:53:39Z 2022 Journal Article Liu, J., Law, A. W. & Duru, O. (2022). Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping. Journal of Environmental Management, 302(Part B), 114080-. https://dx.doi.org/10.1016/j.jenvman.2021.114080 0301-4797 https://hdl.handle.net/10356/155831 10.1016/j.jenvman.2021.114080 34773781 2-s2.0-85118897089 Part B 302 114080 en Journal of Environmental Management © 2021 Elsevier Ltd. All rights reserved. This paper was published in Journal of Environmental Management and is made available with permission of Elsevier Ltd. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Civil engineering
Autonomous Shipping
Emission
spellingShingle Engineering::Civil engineering
Autonomous Shipping
Emission
Liu, Jiahui
Law, Adrian Wing-Keung
Duru, Okan
Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
description The present study investigates the environmental benefits of phasing-in autonomous ships in global maritime transportation along major dry bulk and tanker routes using Bayesian probabilistic forecasting algorithm. The focus is on the simulations and calibrations on the navigational behavior of autonomous ships at both port and high-sea, as well as the potential emission abatement of atmospheric pollutants compared to the conventional fleet along the sailing routes. We use historical data on major international tanker and dry bulk trade routes to characterize the ship movements and trends in ship emission. Different scenarios are evaluated with a combination of autonomous ship phase-in rates (25, 75, 100%) and cleaner fuel choices in Years 2030 and 2050 (from the baseline Year, 2020). The results show that the magnitude of the emission reduction generally increases with a higher level of autonomous ships in the fleet as expected, and the magnitude ranges from small increments to major reductions of 37-64% along the different routes. Overall, we hope that our findings can contribute towards the realization of environmental benefits with the adoption of autonomous shipping along the major shipping routes in the future.
author2 School of Civil and Environmental Engineering
author_facet School of Civil and Environmental Engineering
Liu, Jiahui
Law, Adrian Wing-Keung
Duru, Okan
format Article
author Liu, Jiahui
Law, Adrian Wing-Keung
Duru, Okan
author_sort Liu, Jiahui
title Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
title_short Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
title_full Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
title_fullStr Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
title_full_unstemmed Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
title_sort reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
publishDate 2022
url https://hdl.handle.net/10356/155831
_version_ 1728433374009229312